Qdrant Retrive MCP Server

MCP server for semantic search with Qdrant vector database

Local serverstdio

What is the Qdrant Retrive MCP Server?

MCP server for semantic search with Qdrant vector database

The short version

Options --enableHttpTransport Enable HTTP transport [default: false] --enableStdioTransport Enable stdio transport [default: true] --enableRestServer Enable REST API server [default: false] --mcpHttpPort= Port for MCP HTTP server [default: 3001] --restHttpPort= Port for REST HTTP server [default: 3002] --qdrantUrl= URL for Qdrant vector database [default: http://localhost:6333] --embeddingModelType= Type of embedding model to use [default: Xenova/all-MiniLM-L6-v2] --help Show this help message

  • Semantic search across multiple collections
  • Multi-query support
  • Configurable result count
  • Collection source tracking

More MCP options

Compare MCP servers by category, or browse hosted MCP servers if you prefer an endpoint over a local process.

Maintainer setup documentation.

Recorded tools

Check the linked publisher documentation and your connected client's tool list. Names and availability can vary with the server version and account permissions.

ToolWhat it does
qdrant_retrieveRetrieves semantically similar documents from multiple Qdrant vector store collections based on multiple queries
Inputs:collectionNames (string[]): Names of the Qdrant collections to search across
queryThe query that produced this result
Returns:results: Array of retrieved documents with:
collectionNameCollection name that this result came from
textDocument text content
scoreSimilarity score between 0 and 1

How to install the Qdrant Retrive MCP Server

{
  "mcpServers": {
    "qdrant": {
      "command": "npx",
      "args": [
        "-y",
        "@gergelyszerovay/mcp-server-qdrant-retrive"
      ],
      "env": {
        "QDRANT_API_KEY": "YOUR_QDRANT_API_KEY"
      }
    }
  }
}

From the project documentation. Replace placeholders and example paths before connecting.

Configuration

VariableDescriptionRequired
QDRANT_API_KEYDeclared in the maintainer’s client configuration.Check documentation

Example prompts to try

  • “Use Qdrant Retrive to qdrant retrieve.”
  • “Use Qdrant Retrive to Inputs.”
  • “Use Qdrant Retrive to Returns.”

Frequently asked questions

MCP server for semantic search with Qdrant vector database Confirm the tools offered by your installed version in the connected client. Tool availability and permissions depend on the server and account configuration.